{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\t\t# 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False\t\t\t# 用来正常显示负号"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "输入变量（基于物理化学测试）:\n",
    "\n",
    "- 固定酸度（fixed acidity）\n",
    "- 挥发性酸度（volatile acidity）\n",
    "- 柠檬酸(citric acid)\n",
    "- 残糖（residual sugar）\n",
    "- 氯化物（chlorides\t）\n",
    "- 游离二氧化硫（free sulfur dioxide）\n",
    "- 总二氧化硫（total sulfur dioxide）\n",
    "- 密度（density）\n",
    "- pH（pH）\n",
    "- 硫酸盐（sulphates）\n",
    "- 酒精（alcohol\t）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据质量分析\n",
    "df = pd.read_csv(\"../data/winequality-red.csv\")\n",
    "df.head()\n",
    "# 并无空值的存在\n",
    "# df.info()\n",
    "# 查看是否有重复值,可能会出现所有数据相同的同一瓶酒，但是对我们的分析并没有多大用处,所有将其删除\n",
    "df[df.duplicated()]\n",
    "df.drop_duplicates(inplace=True)    # 对原表格生效\n",
    "# 各个属性的摘要\n",
    "df.describe()\n",
    "# 查看是否存在异常值\n",
    "df.boxplot()\n",
    "plt.show()\n",
    "# 可以看到总二氧化硫有严重的离群点，查看这两个利群数据\n",
    "df.loc[df['total sulfur dioxide']>250,:]\n",
    "# 可以看到这两个数据的相似性很高，对数据探索没有多少意义，将此列删除\n",
    "df.drop([1017,1081],inplace=True)\n",
    "\n",
    "# 将数据储存，后续会使用到\n",
    "df.to_csv(\"../tmp/data_preprocessing.csv\",index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据探索"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1、数据分布情况\n",
    "- 使用Q-Q图来观察数据的分布\n",
    "\n",
    "如果数据符合正态分布，则大部分点都会位于一条直线附近。如果数据不符合正态分布，Q-Q图上的点偏离直线可能更加严重"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import scipy.stats as stats\n",
    "\n",
    "# 创建一个空白的画布，大小为10*6\n",
    "fig, axs = plt.subplots(nrows=1, ncols=12, figsize=(10, 6))\n",
    "\n",
    "# 遍历每一列数据进行绘制\n",
    "for idx, col in enumerate(df.columns):\n",
    "    stats.probplot(df[col],plot=axs[idx])\n",
    "    \n",
    "plt.show()\n",
    "\n",
    "# 可以看到PH值和密度大概率属于正态分布\n",
    "# 而其他数据有许多点不在直线上，很大概率不属于正态分布的数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2、各个特征之间的相关性分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 因为有大多数特征数据不属于正态分布数据，所有我们选择使用 斯皮尔曼系数\n",
    "df_corr = df.corr(method='spearman')\n",
    "# 因为英语不好，所以修改以下表头，以便分析\n",
    "columns = [\"固定性酸\",\"挥发性酸\",\"柠檬酸\",\"剩余糖分\",\"氯化物\",\"游离二氧化硫\",\"总二氧化硫\",\n",
    "            \"密度\",\"酸碱性\",\"硫酸盐\",\"酒精\",\"质量\"]\n",
    "df_corr.columns = columns\n",
    "df_corr.index = columns\n",
    "\n",
    "# 绘制相关热力图\n",
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(df_corr,linewidths=0.1,square=True,linecolor=\"white\",annot=True,cmap='YlGnBu',vmin=-1,vmax=1)\n",
    "plt.title(\"各特征间的热力图\")\n",
    "plt.show()\n",
    "\n",
    "# 从热力图上看，各个特征之间的相关性并不强\n",
    "# 值得一提的是密度与固定性酸、柠檬酸、残余糖分和氧化物的关联性挺高，由此可以推断他们是主要的密度来源，而酒精和碱性算则可以中和他们的密度\n",
    "# 还可以观察到，挥发性酸、柠檬酸、硫酸和酒精是影响质量的关键因素"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3、探究什么样的酸度与最高质量相关联\n",
    "既然酸度是影响质量的关键因素，那什么样的酸度和酒精度与高质量相关联呢？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fixed acidity</th>\n",
       "      <th>volatile acidity</th>\n",
       "      <th>citric acid</th>\n",
       "      <th>sulphates</th>\n",
       "      <th>alcohol</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quality</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8.3600</td>\n",
       "      <td>0.8845</td>\n",
       "      <td>0.1710</td>\n",
       "      <td>0.5700</td>\n",
       "      <td>9.9550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7.7792</td>\n",
       "      <td>0.6940</td>\n",
       "      <td>0.1742</td>\n",
       "      <td>0.5964</td>\n",
       "      <td>10.2651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>8.1712</td>\n",
       "      <td>0.5786</td>\n",
       "      <td>0.2445</td>\n",
       "      <td>0.6236</td>\n",
       "      <td>9.8886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>8.3380</td>\n",
       "      <td>0.4967</td>\n",
       "      <td>0.2792</td>\n",
       "      <td>0.6750</td>\n",
       "      <td>10.6551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8.8645</td>\n",
       "      <td>0.4043</td>\n",
       "      <td>0.3700</td>\n",
       "      <td>0.7440</td>\n",
       "      <td>11.4862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8.4412</td>\n",
       "      <td>0.4276</td>\n",
       "      <td>0.3829</td>\n",
       "      <td>0.7747</td>\n",
       "      <td>12.1588</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         fixed acidity  volatile acidity  citric acid  sulphates  alcohol\n",
       "quality                                                                  \n",
       "3               8.3600            0.8845       0.1710     0.5700   9.9550\n",
       "4               7.7792            0.6940       0.1742     0.5964  10.2651\n",
       "5               8.1712            0.5786       0.2445     0.6236   9.8886\n",
       "6               8.3380            0.4967       0.2792     0.6750  10.6551\n",
       "7               8.8645            0.4043       0.3700     0.7440  11.4862\n",
       "8               8.4412            0.4276       0.3829     0.7747  12.1588"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_acidity = df[['fixed acidity','volatile acidity','citric acid','sulphates','quality','alcohol']]\n",
    "# 我们可以计算不同品质的平均酸性\n",
    "df_acidity_mean = df_acidity.groupby(by='quality').mean().round(4)\n",
    "df_acidity_mean\n",
    "\n",
    "# 可以看到固定酸的值大概就固定在0.8几左右就可以了\n",
    "# 而挥发性酸在0.40~到0.43之间，柠檬酸在0.38左右，硫酸在0.77左右品质会好高很多\n",
    "# 酒精度在12度左右品质最佳\n",
    "# 可见挥发性酸、柠檬酸、硫酸和酒精对红酒的品质的影响还是巨大的！！！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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